Leader
77%of answers name it
The most visible automation platforms, October 2026
Most cited source
51citations
From Google AI Mode and Google AI Overviews
Where engines disagree most
They agree
Every engine names the same top three.
Brands
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 1% | None | First reading |
“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
This month's moves
First reading. No comparable previous month yet.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Social | 20.0% | 2 of 4 | 38 | Not read |
| 2 | | Brand site | 20.8% | 4 of 4 | 23 | 7 |
| 3 | | Brand site | 21.7% | 4 of 4 | 16 | 1 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Community | 5.8% | 3 of 4 | 7 | 10 |
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | | Brand site | 5.0% | 1 of 4 | 4 | 1 |
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| can one automation handle approvals, notifications, and record updates | English | No brand recommended |
| how do i replace manual data entry across business software | English | |
| what can replace staff moving information between spreadsheets and apps | English | |
| how can i replace email handoffs with an automated process | English | |
| what can replace repetitive copy and paste work across tools | English | |
Each engine's top three
Google AI Mode
Gemini
Google AI Overviews
ChatGPT
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Method
Each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.